Blog

Notes on automating expert work, measuring it honestly, and keeping a human where judgement matters.
AI can do the legwork. It can't do your judgment.
Strategy

AI can do the legwork. It can't do your judgment.

Gathering and summarising information is now a commodity. The judgement layer is the real moat.
Minutes displaced, quality held: the only AI metric worth reporting.
Metrics

Minutes displaced, quality held: the only AI metric worth reporting.

Demand a frozen baseline and a post-hoc quality check before you trust any AI efficiency number.
How a step earns the right to run unattended.
Engineering

How a step earns the right to run unattended.

How a workflow step earns promotion to unattended operation, and what drift is designed to pull back to human approval.
You can't ask an expert to write down what they know. Capture what they do.
Craft

You can't ask an expert to write down what they know. Capture what they do.

Capturing expert judgement in a governed workflow, not a written manual, and turning craft into repeatable systems.
How every step and workflow is tested before it touches a customer
Engineering

How every step and workflow is tested before it touches a customer

The scenario harness and management commands that gate every agent workflow on measured failure rates.